---
title: "Retrieve relevant passages - Air Market"
description: "You know your notes cover something but you cannot recall the words you used. This builds a search index inside the vault and finds the passages that match what you meant, with an optional extra pass…"
canonical: "https://airmarket.ai/app/wiki-retrieve"
---

[Air Market](/) / [Productivity](/category/productivity) / Retrieve relevant passages

Skill by [Agrici.Daniel](/@agricidaniel)

# Retrieve relevant passages

Turn a vague question into the passages that answer it

## What this does

You know your notes cover something but you cannot recall the words you used. This builds a search index inside the vault and finds the passages that match what you meant, with an optional extra pass to reorder the best hits. Reach for it when keyword search keeps missing.

### Top 3 things it does for you

- Find the passages in my vault that are relevant
- Search my notes by meaning, not exact words
- Rerank results so the best ones surface

## Information

**Retrieve relevant passages at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Agrici.Daniel](/@agricidaniel) |
| Category | [Productivity](/category/productivity) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 5 KB |
| Licence | MIT |
| Repository | [agricidaniel/claude-obsidian](https://github.com/agricidaniel/claude-obsidian/tree/7040a2a6b79f6dd3b20cde9bb9dc90ab04e5058f/skills/wiki-retrieve) |
| GitHub stars | 11,533 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Retrieve relevant passages and flagged nothing. AIR's verdict: **safe**.

**What Retrieve relevant passages's check was run against**

|  |  |
| --- | --- |
| Commit | 7040a2a6b79f6dd3b20cde9bb9dc90ab04e5058f |
| Content hash | 1d23b9cea18e2739ff8649323fb0403ca403a7c06dba34de15fa8a53969ff33e |
| Files read | [Browse the files at this exact commit](https://github.com/agricidaniel/claude-obsidian/blob/7040a2a6b79f6dd3b20cde9bb9dc90ab04e5058f/skills/wiki-retrieve/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Retrieve relevant passages](/security/wiki-retrieve)

## About Retrieve relevant passages

This builds and queries a retrieval index that lives inside the vault itself, combining BM25 with contextual retrieval, and can optionally rerank results using multilingual Nomic cosine similarity.

Use it for hybrid retrieval, chunk or vault search, finding relevant passages, or diagnosing why retrieval returned what it did. Derived caches stay under .vault-meta, remote egress requires your explicit consent, and if reranking is unavailable it falls back deterministically.

## What's inside

- SKILL.md - instructions

## Questions

### Is Retrieve relevant passages safe to install?

AIR scanned this exact version of Retrieve relevant passages and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 7040a2a6b79f, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/wiki-retrieve.

### How do I install Retrieve relevant passages?

Open https://airmarket.ai/app/wiki-retrieve on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/agricidaniel/claude-obsidian/tree/7040a2a6b79f6dd3b20cde9bb9dc90ab04e5058f/skills/wiki-retrieve. Install from that link, not the branch.

## Related on Air Market

- [More Productivity listings](/category/productivity)
- [Everything by Agrici.Daniel](/@agricidaniel)

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Canonical URL: <https://airmarket.ai/app/wiki-retrieve>